{"id":"W4391607768","doi":"10.1002/apj.3042","title":"Hydrodynamic analysis of nanofluids flow over 45° inclined porous square cylinder using Darcy–Brinkman–Forchheimer model","year":2024,"lang":"en","type":"article","venue":"Asia-Pacific Journal of Chemical Engineering","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Nanofluid; Mechanics; Cylinder; Flow (mathematics); Darcy number; Square (algebra); Materials science; Porous medium; Porosity; Mathematics; Reynolds number; Physics; Heat transfer; Geometry; Composite material; Nusselt number; Turbulence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003621853,0.0004426938,0.0009697892,0.001177304,0.00002676997,0.00009461612,0.0003417234,0.0003358402,0.00009505272],"category_scores_gemma":[0.00003356892,0.0004212159,0.0007680646,0.001437169,0.00004877569,0.0006021147,0.00004110648,0.000835786,0.000003597324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002813508,"about_ca_system_score_gemma":0.000105879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000552834,"about_ca_topic_score_gemma":5.133911e-7,"domain_scores_codex":[0.99729,0.00001414345,0.001235422,0.0002853807,0.0006327832,0.0005423269],"domain_scores_gemma":[0.9990593,0.0001254438,0.00005301966,0.0003345197,0.0001556008,0.0002720914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001770662,0.00002140309,0.00003481399,0.0002066364,0.00145352,0.0000486746,0.0002048808,0.5366118,0.4605795,0.0001423692,0.00008862921,0.0005900906],"study_design_scores_gemma":[0.0003683195,0.00002906624,0.00003600076,0.0003042522,0.0013981,0.00008752713,0.00002705791,0.8718331,0.125281,0.00005711182,0.0002190425,0.00035943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6785836,0.0039142,0.3163127,0.00003833051,0.0005309811,0.0000903386,0.00005321648,0.0001659032,0.0003107736],"genre_scores_gemma":[0.9907184,0.0001725987,0.00865774,0.00000837284,0.0002539964,0.000003169369,0.00001845027,0.0001344956,0.0000328272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3352984,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009242014068387903,"score_gpt":0.2268767888721676,"score_spread":0.2176347748037797,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}